Elastic Search Query Pagination in Python¶
Step 1:¶
- import the library
In [1]:
try:
import os
import sys
import elasticsearch
from elasticsearch import Elasticsearch
import pandas as pd
print("All Modules Loaded ! ")
except Exception as e:
print("Some Modules are Missing {}".format(e))
All Modules Loaded !
Step 2:¶
- create a elastic Search object
In [2]:
def connect_elasticsearch():
es = None
es = Elasticsearch([{'host': 'localhost', 'port': 9200}])
if es.ping():
print('Yupiee Connected ')
else:
print('Awww it could not connect!')
return es
es = connect_elasticsearch()
Yupiee Connected
Step 3:¶
- define your query
In [10]:
myquey = {
"_source": [],
"size": 10,
"query": {
"bool": {
"must": [],
"filter": [
{
"exists": {
"field": "director"
}
}
],
"should": [
{
"match_phrase": {
"director": "Richard "
}
}
],
"must_not": []
}
}
}
Step 4 :¶
- make a response
In [11]:
res = es.search(
index = 'mynetflix',
scroll = '2m',
size = 3,
body = myquey)
Step 5:¶
- get Scroll ID
In [6]:
res
Out[6]:
{'_scroll_id': 'DXF1ZXJ5QW5kRmV0Y2gBAAAAAAAAILsWc29NUkZtc0FRZ0taRkdQa0RjNWpvUQ==',
'took': 54,
'timed_out': False,
'_shards': {'total': 1, 'successful': 1, 'skipped': 0, 'failed': 0},
'hits': {'total': {'value': 4265, 'relation': 'eq'},
'max_score': 5.6081457,
'hits': [{'_index': 'mynetflix',
'_type': '_doc',
'_id': 'ca-BJXABCsI4zAxC-egx',
'_score': 5.6081457,
'_source': {'show_id': 81031008,
'type': 'Movie',
'title': 'For the Birds',
'director': 'Richard Miron',
'cast': 'Kathy Murphy',
'country': 'United States',
'date_added': 'September 1, 2019',
'release_year': 2018,
'rating': 'TV-MA',
'duration': '93 min',
'listed_in': 'Documentaries',
'description': 'A woman with a passion for fowl keeps a menagerie of birds that draws the ire of neighbors, animal rights advocates and even her own family.'}},
{'_index': 'mynetflix',
'_type': '_doc',
'_id': 'Ta-BJXABCsI4zAxC-eoy',
'_score': 5.6081457,
'_source': {'show_id': 70297962,
'type': 'Movie',
'title': 'Alpha and Omega 2: A Howl-iday Adventure',
'director': 'Richard Rich',
'cast': 'Ben Diskin, Kate Higgins, Blackie Rose, Lindsay Torrance, Liza West, Tracy Pfau, Bill Lader, Meryl Leigh, Shaun Gerardo',
'country': 'United States',
'date_added': 'October 1, 2019',
'release_year': 2013,
'rating': 'TV-G',
'duration': '45 min',
'listed_in': 'Children & Family Movies',
'description': 'In this animated outdoor adventure, wolf couple Humphrey and Kate face a crisis when one of their three cubs disappears without explanation.'}},
{'_index': 'mynetflix',
'_type': '_doc',
'_id': 'Jq-BJXABCsI4zAxC-esz',
'_score': 5.6081457,
'_source': {'show_id': 70206824,
'type': 'Movie',
'title': 'Triumph of the Heart',
'director': 'Richard Michaels',
'cast': 'Mario Van Peebles, Susan Ruttan, Lane R. Davis, Lynn Whitfield, Adam Faraizl, Polly Holliday, Jay Pennison, John Schuhmacher',
'country': 'United States',
'date_added': 'October 1, 2011',
'release_year': 1991,
'rating': 'TV-PG',
'duration': '93 min',
'listed_in': 'Dramas, Sports Movies',
'description': 'This drama tells the tale of Ricky Bell, a pro running back with the Tampa Bay Buccaneers who died of a muscle disease in the prime of his career.'}}]}}
In [8]:
page = es.scroll(scroll_id = "DXF1ZXJ5QW5kRmV0Y2gBAAAAAAAAILsWc29NUkZtc0FRZ0taRkdQa0RjNWpvUQ==", scroll = '10m')
In [9]:
page
Out[9]:
{'_scroll_id': 'DXF1ZXJ5QW5kRmV0Y2gBAAAAAAAAILsWc29NUkZtc0FRZ0taRkdQa0RjNWpvUQ==',
'took': 177,
'timed_out': False,
'_shards': {'total': 1, 'successful': 1, 'skipped': 0, 'failed': 0},
'hits': {'total': {'value': 4265, 'relation': 'eq'},
'max_score': 5.6081457,
'hits': [{'_index': 'mynetflix',
'_type': '_doc',
'_id': 'Ua-BJXABCsI4zAxC-ewz',
'_score': 5.6081457,
'_source': {'show_id': 81028560,
'type': 'Movie',
'title': 'Shopkins: World Vacation',
'director': 'Richard Bailey',
'cast': 'Kate Murphy, Cassandra Morris, Erika Harlacher, Abby Trott, Brianna Plantano, Reba Buhr, Doug Erholtz, Cherami Leigh, Brianna Knickerbocker',
'country': 'Australia',
'date_added': 'November 15, 2018',
'release_year': 2017,
'rating': 'TV-Y',
'duration': '71 min',
'listed_in': 'Movies',
'description': 'The Shopkins and Shoppies jet around the world in search of missing friend Kooky Cookie, a stolen diamond and more vloggable adventure.'}},
{'_index': 'mynetflix',
'_type': '_doc',
'_id': 'gK-BJXABCsI4zAxC-ewz',
'_score': 5.6081457,
'_source': {'show_id': 70044870,
'type': 'Movie',
'title': '16 Blocks',
'director': 'Richard Donner',
'cast': 'Bruce Willis, Mos Def, David Morse, Jenna Stern, Cylk Cozart, Casey Sander, David Zayas, Robert Racki, Patrick Garrow, Sasha Roiz',
'country': 'United States, Germany',
'date_added': 'November 1, 2019',
'release_year': 2006,
'rating': 'PG-13',
'duration': '102 min',
'listed_in': 'Action & Adventure',
'description': "Tasked with escorting a prosecution witness to court, an aging cop gears up for the 16-block trek – but they'll be lucky to make it there alive."}},
{'_index': 'mynetflix',
'_type': '_doc',
'_id': 'i6-BJXABCsI4zAxC-ew0',
'_score': 5.6081457,
'_source': {'show_id': 70046968,
'type': 'Movie',
'title': 'Cat on a Hot Tin Roof',
'director': 'Richard Brooks',
'cast': 'Elizabeth Taylor, Paul Newman, Burl Ives, Jack Carson, Judith Anderson, Madeleine Sherwood, Larry Gates, Vaughn Taylor',
'country': 'United States',
'date_added': 'November 1, 2019',
'release_year': 1958,
'rating': 'NR',
'duration': '108 min',
'listed_in': 'Classic Movies, Dramas',
'description': "Members of a Southern clan scramble to curry favor with a dying, wealthy patriarch in this adaptation of Tennessee Williams's sizzling stage drama."}}]}}
In [13]:
sid = res["_scroll_id"]
scroll_size = res['hits']['total']
scroll_size = scroll_size['value']
print()
In [14]:
len(res["hits"]["hits"])
Out[14]:
3
In [ ]:
shahsoumil519@gmail.com
Skype ID : soumil.shah7
step 6:¶
- you can also loop over data
In [15]:
counter = 0
# Start scrolling
while (scroll_size > 0):
print("Scrolling...")
page = es.scroll(scroll_id = sid, scroll = '10m')
print(len(page["hits"]["hits"]))
# Update the scroll ID
sid = page['_scroll_id']
# Get the number of results that we returned in the last scroll
scroll_size = len(page['hits']['hits'])
print("Scroll Size {} ".format(scroll_size))
# Do something with the obtained page
counter = counter + 1
print("COUNTER : {}".format(counter))
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Hi soumil please let me know where topaste this code as I am a devops engineer and know only shell so this might soung stupid but I wanna know how to use this code with kibana?
ReplyDeletejust set up kibana and run in browser and go to devtools tab
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